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                    3D vision
            
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                    数据集相关
            
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                    Hashing
            
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                    CVPR2018: SSAH
            
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                    ECCV 2016 Hydra CCNN
            
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                    CNCC2017深度学习与跨媒体智能
            
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                    模型评估与选择
            
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                    线性模型
            
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                    神经网络
            
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                    支持向量机
            
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                    贝叶斯分类器
            
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                    集成学习
            
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                    聚类
            
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                    降维与度量学习
            
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                    特征选择与稀疏学习
            
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                    计算学习理论
            
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                    半监督学习
            
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                    概率图模型
            
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                    规则学习
            
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                    强化学习
            
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                    附录
            
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                                <h1 id="&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;">&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;</h1>
<h2 id="&#x7B2C;6&#x7AE0;-&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;">&#x7B2C;6&#x7AE0; &#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;</h2>
<ul>
<li><p>Page121: &#x5212;&#x5206;&#x8D85;&#x5E73;&#x9762;</p>
<p>&#x8D85;&#x5E73;&#x9762;&#x662F;&#x5C06;N&#x7EF4;&#x7A7A;&#x95F4;&#x5206;&#x6210;&#x4E24;&#x4E2A;&#x95ED;&#x534A;&#x7A7A;&#x95F4;&#x7684;N-1&#x7EF4;&#x7684;&#x4EFF;&#x5C04;&#x7A7A;&#x95F4;&#x3002;&#x5212;&#x5206;&#x8D85;&#x5E73;&#x9762;&#x5219;&#x662F;&#x628A;&#x4E24;&#x7C7B;&#x6570;&#x636E;&#x96C6;&#x6837;&#x672C;&#x5212;&#x5206;&#x5F00;&#x6765;&#x7684;&#x8D85;&#x5E73;&#x9762;&#x3002;</p>
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<li><p>Page122: &#x652F;&#x6301;&#x5411;&#x91CF;</p>
<p>&#x652F;&#x6301;&#x5E73;&#x9762;&#x4E0A;&#x628A;&#x4E24;&#x7C7B;&#x5212;&#x5206;&#x5F00;&#x6765;&#x7684;&#x8D85;&#x5E73;&#x9762;&#x7684;&#x5411;&#x91CF;&#x70B9;&#xFF0C;&#x5373;&#x8DDD;&#x79BB;&#x8D85;&#x5E73;&#x9762;&#x6700;&#x8FD1;&#x7684;&#x51E0;&#x4E2A;&#x8BAD;&#x7EC3;&#x6837;&#x672C;&#x70B9;&#x3002;</p>
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<li><p>Page122: &#x95F4;&#x9694;</p>
<p>&#x4E24;&#x4E2A;&#x5F02;&#x7C7B;&#x652F;&#x6301;&#x5411;&#x91CF;&#x5230;&#x8D85;&#x5E73;&#x9762;&#x7684;&#x8DDD;&#x79BB;&#x4E4B;&#x548C;&#x4E3A;&#x95F4;&#x9694;&#xFF0C;<script type="math/tex; ">\gamma = \frac{2}{\parallel \omega \parallel }</script>.</p>
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<li><p>Page123: SVM</p>
<p><script type="math/tex; ">\min_{\omega,b} \frac{1}{2}\parallel \omega \parallel ^{2}</script> s.t. <script type="math/tex; ">y_i(\omega ^{T}x_i+b)\geqslant 1, i=1,2,...,m</script></p>
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<li><p>Page123: &#x5BF9;&#x5076;&#x95EE;&#x9898;(405)(dual problem)</p>
<p>&#x5728;&#x6C42;&#x6700;&#x5C0F;&#x503C;&#x7684;&#x539F;&#x95EE;&#x9898;&#x91CC;&#xFF0C;&#x5176;&#x5BF9;&#x5076;&#x95EE;&#x9898;&#x63D0;&#x4F9B;&#x4E86;&#x4E00;&#x4E2A;&#x4E0B;&#x754C;(lower bound)&#x3002;</p>
</li>
<li><p>Page124: KKT&#x6761;&#x4EF6;(124,132,135)(Karush-Kuhn-Tucker)</p>
<ul>
<li><script type="math/tex; ">\alpha _i\geqslant 1</script></li>
<li><script type="math/tex; ">y_i f(x_i)-1\geqslant 0</script></li>
<li><p><script type="math/tex; ">\alpha _i(y_if(x_i)-1)=0</script> - Page126: &#x6838;&#x51FD;&#x6570;</p>
<p>&#x53EF;&#x4EE5;&#x770B;&#x6210;&#x662F;&#x4E00;&#x79CD;&#x6620;&#x5C04;&#xFF0C;&#x4E0D;&#x4EC5;&#x53EF;&#x4EE5;&#x662F;&#x70B9;&#x5BF9;&#x70B9;&#x7684;&#x6620;&#x5C04;&#xFF0C;&#x8FD8;&#x53EF;&#x4EE5;&#x662F;&#x4E00;&#x4E2A;&#x5206;&#x5E03;&#x5BF9;&#x70B9;&#x7684;&#x6620;&#x5C04;&#x3002;</p>
</li>
</ul>
</li>
<li><p>Page127: &#x6838;&#x6280;&#x5DE7;(kernel trick)</p>
<p><script type="math/tex; ">x_i</script>&#x4E0E;<script type="math/tex; ">x_j</script>&#x5728;&#x7279;&#x5F81;&#x7A7A;&#x95F4;&#x7684;&#x5185;&#x79EF;&#x7B49;&#x4E8E;&#x5B83;&#x4EEC;&#x5728;&#x539F;&#x59CB;&#x6837;&#x672C;&#x7A7A;&#x95F4;&#x4E2D;&#x901A;&#x8FC7;&#x51FD;&#x6570;&#x3BA;(&#xB7;,&#xB7;)&#x8BA1;&#x7B97;&#x7684;&#x7ED3;&#x679C;&#x3002;</p>
</li>
<li><p>Page127: &#x652F;&#x6301;&#x5411;&#x91CF;&#x5C55;&#x5F0F;</p>
<p>&#x6A21;&#x578B;&#x6700;&#x4F18;&#x89E3;&#x8BFE;&#x901A;&#x8FC7;&#x8BAD;&#x7EC3;&#x6837;&#x672C;&#x7684;&#x6838;&#x51FD;&#x6570;&#x5C55;&#x5F00;&#x3002;</p>
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<li><p>Page128: &#x6838;&#x77E9;&#x9635;(138,233)</p>
<p><script type="math/tex; ">K=\begin{bmatrix}\kappa(x_1,y_1) & \cdots\ & \kappa(x_1,y_j) & \cdots\ &\kappa(x_1,y_m)\\ \vdots & \ddots & \vdots & \ddots & \vdots \\ \kappa(x_i,y_1) & \cdots\ & \kappa(x_i,y_j) & \cdots\ & \kappa(x_i,y_m)\\ \vdots & \ddots & \vdots & \ddots & \vdots \\ \kappa(x_m,y_1) & \cdots\ & \kappa(x_m,y_j) & \cdots\ & \kappa(x_m,y_m)\\ \end{bmatrix}</script> &#x5F62;&#x4E3A;&#x8FD9;&#x6837;&#x7684;&#x6838;&#x51FD;&#x6570;&#xFF0C;&#x53EF;&#x4EE5;&#x5C06;&#x4F4E;&#x7EF4;&#x7A7A;&#x95F4;&#x6620;&#x5C04;&#x4E3A;&#x9AD8;&#x7EF4;&#x7A7A;&#x95F4;&#xFF0C;&#x5C06;&#x539F;&#x6765;&#x7EBF;&#x6027;&#x4E0D;&#x53EF;&#x5206;&#x7684;&#x5206;&#x5E03;&#x8F6C;&#x5316;&#x4E3A;&#x7EBF;&#x6027;&#x53EF;&#x5206;&#x7684;&#x5206;&#x5E03;&#x3002;&#x6838;&#x51FD;&#x6570;&#x53EF;&#x4EE5;&#x8868;&#x793A;&#x9AD8;&#x7EF4;&#x7A7A;&#x95F4;&#x7684;&#x5185;&#x79EF;&#x3002; &#x6B64;&#x5916;&#xFF0C;&#x6838;&#x51FD;&#x6570;&#x5FC5;&#x987B;&#x6EE1;&#x8DB3;&#x5BF9;&#x79F0;&#x6027;&#x548C;&#x77E9;&#x9635;&#x534A;&#x6B63;&#x5B9A;&#x3002;</p>
</li>
<li><p>Page128: RKHS</p>
<p>&#x975E;&#x7EBF;&#x6027;&#x6620;&#x5C04;&#x3D5;&#xFF0C;&#x5B83;&#x5C06;&#x539F;&#x59CB;&#x7279;&#x5F81;&#x7A7A;&#x95F4;&#x4E2D;&#x7684;&#x6570;&#x636E;&#x70B9;&#x6620;&#x5C04;&#x5230;&#x53E6;&#x4E00;&#x4E2A;&#x9AD8;&#x7EF4;&#x7A7A;&#x95F4;&#x4E2D;&#xFF0C;&#x8FD9;&#x4E2A;&#x9AD8;&#x7EF4;&#x7A7A;&#x95F4;&#x79F0;&#x4E3A;&#x518D;&#x751F;&#x6838;&#x5E0C;&#x5C14;&#x4F2F;&#x7279;&#x7A7A;&#x95F4;(Reproducing Kernel Hilbert Space)&#xFF0C;&#x7B80;&#x79F0;RKHS&#x3002;</p>
</li>
<li><p>Page128: &#x9AD8;&#x65AF;&#x6838;</p>
<p>&#x9AD8;&#x65AF;&#x6838;&#x51FD;&#x6570;&#x662F;&#x6700;&#x5E38;&#x7528;&#x7684;&#x5F84;&#x5411;&#x57FA;&#x51FD;&#x6570;&#x3002;</p>
</li>
<li><p>Page128: &#x7EBF;&#x6027;&#x6838;</p>
<p>&#x7EBF;&#x6027;&#x6838;&#x51FD;&#x6570;&#x662F;<script type="math/tex; ">\kappa(x_i,y_i)=x_i^Tx_j</script>&#xFF1B;&#x591A;&#x9879;&#x5F0F;&#x6838;&#x662F;<script type="math/tex; ">\kappa(x_i,y_i)=(x_i^Tx_j)^d</script>&#xFF0C;&#x5373;d&#x4E3A;1&#x65F6;&#x9000;&#x5316;&#x4E3A;&#x7EBF;&#x6027;&#x6838;&#x3002;</p>
</li>
<li><p>Page129: &#x8F6F;&#x95F4;&#x9694;</p>
<p>&#x5141;&#x8BB8;&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;&#x5728;&#x4E00;&#x4E9B;&#x6837;&#x672C;&#x4E0A;&#x51FA;&#x9519;&#xFF0C;&#x5373;&#x5141;&#x8BB8;&#x67D0;&#x4E9B;&#x6837;&#x672C;&#x4E0D;&#x6EE1;&#x8DB3;&#x7EA6;&#x675F;&#x3002;</p>
</li>
<li><p>Page129: &#x786C;&#x95F4;&#x9694;</p>
<p>&#x8981;&#x6C42;&#x6240;&#x6709;&#x6837;&#x672C;&#x5747;&#x6EE1;&#x8DB3;&#x7EA6;&#x675F;&#xFF0C;&#x5373;&#x6240;&#x6709;&#x6837;&#x672C;&#x90FD;&#x5212;&#x5206;&#x6B63;&#x786E;&#x3002;</p>
</li>
<li><p>Page130: 0/1&#x635F;&#x5931;&#x51FD;&#x6570;(page147)</p>
<p><script type="math/tex; "> l\_{0/1}\(z\) = \left{ \begin{array}{rl} 1, &\mbox{ if $z&lt;0$} \ 0, &\mbox{ otherwise} \end{array} \right. </script></p>
</li>
<li><p>Page130: &#x66FF;&#x4EE3;&#x635F;&#x5931;</p>
<p>0/1&#x635F;&#x5931;&#x51FD;&#x6570;&#x4E0D;&#x6613;&#x76F4;&#x63A5;&#x6C42;&#x89E3;&#xFF08;&#x975E;&#x8FDE;&#x7EED;&#xFF0C;&#x4E0D;&#x662F;convex&#xFF09;&#xFF0C;&#x6240;&#x4EE5;&#x901A;&#x5E38;&#x4F1A;&#x7528;&#x5176;&#x4ED6;&#x51FD;&#x6570;&#x6765;&#x66FF;&#x4EE3;&#x6C42;&#x89E3;&#xFF0C;&#x4E5F;&#x53EB;&#x66FF;&#x4EE3;&#x635F;&#x5931;&#x3002;</p>
</li>
<li><p>Page130: hinge&#x635F;&#x5931;</p>
<p><script type="math/tex; ">l_{hinge}(z)=\max(0,1-z)</script>&#xFF0C;&#x91C7;&#x7528;hinge&#x635F;&#x5931;&#x51FD;&#x6570;&#xFF0C;&#x5219;&#x4F18;&#x5316;&#x76EE;&#x6807;&#x53D8;&#x6210;<script type="math/tex; ">\min_{w,b}\frac{1}{2}||w||^2+C\sum_{i=1}^{m}max(0,1-y_i(w^Tx_i+b))</script></p>
</li>
<li><p>Page130: &#x6307;&#x6570;&#x635F;&#x5931;(173)</p>
<p><script type="math/tex; ">l_{exp}(z)=\exp(-z)</script></p>
</li>
<li><p>Page130: &#x5BF9;&#x7387;&#x635F;&#x5931;</p>
<p><script type="math/tex; ">l_{log}(z)=\log(1+\exp(-z))</script></p>
</li>
<li><p>Page130: &#x677E;&#x5F1B;&#x53D8;&#x91CF;</p>
<p>&#x677E;&#x5F1B;&#x53D8;&#x91CF;&#xFF0C;&#x5373;slack variables<script type="math/tex; ">\xi_i</script></p>
</li>
<li><p>Page131: &#x8F6F;&#x95F4;&#x9694;&#x652F;&#x6301;&#x5411;&#x91CF;&#x673A;</p>
<p>&#x5F15;&#x5165;&#x4E86;&#x677E;&#x5F1B;&#x53D8;&#x91CF;<script type="math/tex; ">\xi_i</script>&#xFF0C;&#x5F0F;&#x5B50;&#x53EF;&#x91CD;&#x5199;&#x4E3A;&#xFF1A;</p>
<p><script type="math/tex; ">\begin{align*}& \min_{w,b}\frac{1}{2}||w||^2+C\sum_{i=1}^{m}max(0,1-y_i(w^Tx_i+b))\\& \begin{array}{r@{\quad}r@{}l@{\quad}l}s.t.&yi(w^Tx_i+b)\geq1-\xi_i\\ &\xi_i\geq0, i=1,2\ldots,m \\\end{array} .\end{align*}</script></p>
</li>
<li><p>Page133: &#x7ED3;&#x6784;&#x98CE;&#x9669;</p>
<p>&#x63CF;&#x8FF0;&#x6A21;&#x578B;f&#x7684;&#x6027;&#x8D28;&#xFF0C;<script type="math/tex; ">\Omega(f)</script>.</p>
</li>
<li><p>Page133: &#x7ECF;&#x9A8C;&#x98CE;&#x9669;</p>
<p>&#x63CF;&#x8FF0;&#x6A21;&#x578B;&#x548C;&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#x7684;&#x5951;&#x5408;&#x7A0B;&#x5EA6;&#xFF0C;&#x53EF;&#x4EE5;&#x7406;&#x89E3;&#x4E3A;&#x8BEF;&#x5DEE;&#x3002;</p>
</li>
<li><p>Page133: &#x7F5A;&#x51FD;&#x6570;&#x6CD5;</p>
<p>&#x6B63;&#x5219;&#x5316;&#x3002;&#x5BF9;&#x4E0D;&#x5E0C;&#x671B;&#x5F97;&#x5230;&#x7684;&#x7ED3;&#x679C;&#x65BD;&#x4EE5;&#x60E9;&#x7F5A;&#xFF0C;&#x4ECE;&#x800C;&#x4F7F;&#x5F97;&#x4F18;&#x5316;&#x8FC7;&#x7A0B;&#x8D8B;&#x5411;&#x4E8E;&#x5E0C;&#x671B;&#x76EE;&#x6807;&#x3002;</p>
</li>
<li><p>Page133: &#x652F;&#x6301;&#x5411;&#x91CF;&#x56DE;&#x5F52;</p>
<p>Support Vector Regression(SVR)&#x5176;&#x5B9E;&#x662F;&#x5BF9;&#x8BEF;&#x5DEE;&#x7684;&#x8BA1;&#x7B97;&#x52A0;&#x4E86;&#x4E00;&#x4E2A;&#x8BEF;&#x5DEE;&#x5BB9;&#x5FCD;&#x503C;epsilon&#xFF08;&#x5373;<script type="math/tex; ">\epsilon</script>&#xFF09;&#xFF0C;&#x5373;&#x843D;&#x5165;&#x8FD9;&#x4E2A;<script type="math/tex; ">\epsilon</script>&#x8BEF;&#x5DEE;&#x8303;&#x56F4;&#x5185;&#x7684;&#x4E0D;&#x8BA1;&#x5165;&#x8BEF;&#x5DEE;&#x548C;&#x4E2D;&#x3002;</p>
</li>
<li><p>Page137: &#x6838;&#x65B9;&#x6CD5;</p>
<p>&#x8FD9;&#x4E00;&#x7CFB;&#x5217;&#x57FA;&#x4E8E;&#x6838;&#x51FD;&#x6570;&#x7684;&#x5B66;&#x4E60;&#x65B9;&#x6CD5;&#x7EDF;&#x79F0;&#x4E3A;&#x6838;&#x65B9;&#x6CD5;&#x3002;&#x6700;&#x5E38;&#x89C1;&#x7684;&#x662F;&#x5C06;&#x7EBF;&#x6027;&#x5B66;&#x4E60;&#x5668;&#x62D3;&#x5C55;&#x4E3A;&#x975E;&#x7EBF;&#x6027;&#x5B66;&#x4E60;&#x5668;&#x3002;&#x5982;&#x628A;&#x7EBF;&#x6027;&#x4E0D;&#x53EF;&#x5206;&#x7684;&#x4F4E;&#x7EF4;&#x5206;&#x5E03;&#x901A;&#x8FC7;&#x65B9;&#x6CD5;&#x8F6C;&#x6210;&#x7EBF;&#x6027;&#x53EF;&#x5206;&#x7684;&#x9AD8;&#x7EF4;&#x5206;&#x5E03;&#x3002;</p>
</li>
<li><p>Page137: Mercer&#x5B9A;&#x7406;</p>
<p>&#x4EFB;&#x4F55;&#x534A;&#x6B63;&#x5B9A;&#x7684;&#x51FD;&#x6570;&#x90FD;&#x53EF;&#x4EE5;&#x4F5C;&#x4E3A;&#x6838;&#x51FD;&#x6570;&#x3002;</p>
</li>
<li><p>Page137: &#x8868;&#x793A;&#x5B9A;&#x7406;</p>
<p>&#x4F18;&#x5316;&#x95EE;&#x9898;&#x7684;&#x89E3;&#x603B;&#x53EF;&#x7528;&#x6838;&#x51FD;&#x6570;&#x8868;&#x793A;&#x3002;</p>
</li>
<li><p>Page137: &#x6838;&#x5316;(232)</p>
<p>&#x5F15;&#x5165;&#x6838;&#x51FD;&#x6570;&#x6765;&#x89E3;&#x51B3;&#x95EE;&#x9898;&#x3002;</p>
</li>
<li><p>Page137: &#x6838;&#x7EBF;&#x6027;&#x5224;&#x522B;&#x5206;&#x6790;</p>
<p>Kernelized Linear Discriminant Analysis(KLDA)&#x662F;&#x6307;&#x5F15;&#x5165;&#x6838;&#x51FD;&#x6570;&#x8FDB;&#x884C;&#x7EBF;&#x6027;&#x5224;&#x522B;&#x5206;&#x6790;&#x3002;</p>
</li>
<li><p>Page139: &#x5272;&#x5E73;&#x9762;&#x6CD5;</p>
<p>Cutting plane algorithm&#x662F;&#x6C42;&#x5168;&#x6574;&#x6570;&#x89C4;&#x5212;&#x7684;&#x4E00;&#x79CD;&#x65B9;&#x6CD5;&#xFF0C;&#x5148;&#x677E;&#x5F1B;&#x6C42;&#x5F97;&#x6700;&#x4F18;&#x89E3;&#xFF0C;&#x518D;&#x9010;&#x6B65;&#x628A;&#x4E0D;&#x7B26;&#x5408;&#x6574;&#x6570;&#x53EF;&#x884C;&#x89E3;&#x7684;&#x90A3;&#x4E00;&#x90E8;&#x5206;&#x53EF;&#x884C;&#x57DF;&#x901A;&#x8FC7;&#x5E73;&#x9762;&#xFF08;&#x4E0D;&#x7B49;&#x5F0F;&#x5206;&#x5272;&#xFF09;&#x5212;&#x5206;&#x6389;&#x3002;</p>
</li>
<li><p>Page140: &#x591A;&#x6838;&#x5B66;&#x4E60;</p>
<p>&#x4F7F;&#x7528;&#x591A;&#x4E2A;&#x6838;&#x51FD;&#x6570;&#xFF0C;&#x5B66;&#x4E60;&#x540E;&#x83B7;&#x5F97;&#x6700;&#x4F18;&#x51F8;&#x7EC4;&#x5408;&#x3002;</p>
</li>
<li><p>Page140: &#x4E00;&#x81F4;&#x6027;</p>
<p>&#x76F8;&#x5408;&#x6027;&#x3002;&#x5373;&#x8003;&#x8651;&#x901A;&#x8FC7;&#x6C42;&#x89E3;&#x66FF;&#x4EE3;&#x635F;&#x5931;&#x51FD;&#x6570;&#x5F97;&#x5230;&#x7684;&#x89E3;&#x91CA;&#x662F;&#x5426;&#x662F;&#x539F;&#x95EE;&#x9898;&#x7684;&#x89E3;&#x3002;</p>
</li>
</ul>

                                
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